{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import librosa\n",
    "import librosa.display\n",
    "import scipy\n",
    "import matplotlib\n",
    "# import spectrogram_sw as spec \n",
    "\n",
    "np.seterr(divide='ignore', invalid='ignore')\n",
    "\n",
    "# 预设字体格式，并传给rc方法\n",
    "font = {'family': 'SimHei', \"size\": 10}\n",
    "matplotlib.rc('font', **font)\n",
    "matplotlib.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "np.set_printoptions(precision=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['arr_0']\n",
      "(24,)\n"
     ]
    }
   ],
   "source": [
    "# para_file =\"./ResFiles/Wav/cmd_01_06_启动_停止_前进_后退_左转_右转WordPara.npz\"\n",
    "# para_file =\"./ResFiles/Wav/cmd_07_12_开机_关机_开灯_关灯_开门_关门WordPara.npz\"\n",
    "# para_file =\"./ResFiles/Wav/启动停止前进后退左转右转_seqx2_reduNoiseWordPara.npz\"\n",
    "# para_file =\"./ResFiles/Wav/左转_右转x6_reduWordPara.npz\"\n",
    "para_file = \"./ResFiles/Wav/Word_voice_tmptWordPara.npz\"\n",
    "\n",
    "pars_pc = np.load(para_file)\n",
    "print(pars_pc.files)\n",
    "print(pars_pc[\"arr_0\"].shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['arr_0']\n",
      "(24,)\n"
     ]
    }
   ],
   "source": [
    "para_file_01 = \"./ResFiles/Paras/Word_voice_tmptWordPara_01.npz\"\n",
    "pars_01 = np.load(para_file_01)\n",
    "print(pars_01.files)\n",
    "print(pars_01[\"arr_0\"].shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# print(pars_pc['arr_0'][1]['specgram'].shape)\n",
    "plt.figure(figsize=(10,8))\n",
    "for i in range(3):\n",
    "    for j in range(4):\n",
    "        plt.subplot(3,4,i*4 + j+1)\n",
    "        plt.imshow(pars_pc['arr_0'][i*4 + j]['specgram'], \n",
    "                  origin='lower')\n",
    "        plt.title(pars_pc['arr_0'][i*4 + j]['word'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# print(pars_01['arr_0'][1]['specgram'].shape)\n",
    "plt.figure(figsize=(10,8))\n",
    "for i in range(3):\n",
    "    for j in range(4):\n",
    "        plt.subplot(3,4,i*4 + j+1)\n",
    "        plt.imshow(pars_01['arr_0'][i*4 + j]['specgram'], \n",
    "                  origin='lower')\n",
    "        plt.title(pars_01['arr_0'][i*4 + j]['word'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,8))\n",
    "for i in range(3):\n",
    "    for j in range(4):\n",
    "        plt.subplot(3,4,i*4 + j+1)\n",
    "        plt.imshow(pars_pc['arr_0'][i*4 + j]['spec_zoom_out'], \n",
    "                  origin='lower')\n",
    "        plt.title(pars_pc['arr_0'][i*4 + j]['word'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,8))\n",
    "for i in range(3):\n",
    "    for j in range(4):\n",
    "        plt.subplot(3,4,i*4 + j+1)\n",
    "        plt.imshow(pars_01['arr_0'][i*4 + j]['spec_zoom_out'], \n",
    "                  origin='lower')\n",
    "        plt.title(pars_01['arr_0'][i*4 + j]['word'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0.   0.16 0.74 0.67 0.19 1.41 1.56 0.89 1.05 0.82 1.21 0.63]\n",
      " [1.06 0.   1.2  0.65 0.49 0.93 0.92 0.79 0.97 0.43 1.43 0.81]\n",
      " [1.08 0.69 0.17 0.81 0.8  1.36 1.7  0.9  1.28 1.15 2.06 0.95]\n",
      " [2.22 1.19 0.69 0.04 1.57 0.87 1.7  0.29 0.29 1.44 2.62 1.73]\n",
      " [0.86 0.35 0.52 0.77 0.1  1.1  1.54 0.95 1.23 0.9  1.66 0.33]\n",
      " [2.72 1.88 2.25 1.35 2.45 0.11 0.79 1.42 1.44 2.21 2.85 2.52]\n",
      " [2.09 1.23 2.01 1.45 1.85 0.35 0.   0.94 1.88 0.78 1.67 1.9 ]\n",
      " [2.71 1.64 1.79 0.84 2.14 0.27 1.27 0.14 1.07 1.86 2.15 2.09]\n",
      " [2.23 1.45 1.09 0.22 1.76 1.42 1.38 0.68 0.15 1.86 1.81 1.93]\n",
      " [1.45 0.71 1.5  0.79 0.96 0.56 0.52 0.65 1.33 0.11 1.05 1.14]\n",
      " [1.29 0.76 1.7  1.69 1.34 1.9  0.87 1.35 1.84 0.57 0.   1.1 ]\n",
      " [0.91 0.53 0.54 0.75 0.3  1.75 1.21 0.77 0.82 0.77 1.41 0.23]]\n",
      "0.0\n",
      "2.853257179260254\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0.18 0.11 1.16 1.01 0.35 1.79 1.85 1.7  2.03 0.64 1.61 0.97]\n",
      " [0.64 0.   1.36 0.85 0.45 1.24 1.4  1.25 1.83 0.4  1.59 0.96]\n",
      " [1.33 1.   0.47 0.92 1.23 1.69 1.43 1.1  1.16 1.36 1.57 1.01]\n",
      " [1.47 0.77 1.13 0.15 1.22 1.47 2.02 1.18 1.37 1.12 2.24 1.45]\n",
      " [0.57 0.2  1.38 0.92 0.08 1.52 1.88 1.44 1.91 0.5  1.85 1.06]\n",
      " [1.6  1.06 1.9  1.23 1.54 0.19 1.19 1.49 1.86 1.56 2.33 2.01]\n",
      " [1.79 1.45 1.41 1.4  1.92 1.02 0.04 0.55 1.29 1.5  1.54 1.67]\n",
      " [2.01 1.46 1.37 1.01 2.04 0.98 0.77 0.43 1.43 1.8  2.11 1.73]\n",
      " [1.61 1.5  0.58 0.67 1.73 1.5  1.16 0.67 0.17 1.37 1.57 1.58]\n",
      " [1.1  0.47 1.66 1.24 0.66 1.82 1.58 1.5  2.33 0.1  1.56 1.33]\n",
      " [1.48 1.18 1.27 1.96 1.58 2.4  1.44 1.97 1.88 1.18 0.04 0.77]\n",
      " [1.04 0.87 0.66 1.13 0.83 1.73 1.41 1.08 1.19 1.17 0.75 0.1 ]]\n",
      "0.0\n",
      "2.396927833557129\n"
     ]
    }
   ],
   "source": [
    "def sum_sub_abs(arr1, arr2, cut_rate=0.25, avg_rate=0.25):\n",
    "    arr = arr1 - arr2\n",
    "    arr = np.where(abs(arr)<cut_rate, 0, arr)\n",
    "    arr_avg = abs(arr1+arr2)/2 \n",
    "    arr_avg = np.where(arr_avg<avg_rate, 1, arr_avg)\n",
    "    _v, _w = arr.shape\n",
    "    _sum = np.sum(abs(arr))/(_v*_w)\n",
    "    return _sum\n",
    "\n",
    "def cal_abs_diff(arr1, arr2):\n",
    "    _v1, _w1 = arr1.shape\n",
    "    _v2, _w2 = arr2.shape\n",
    "    arr1 = arr1/np.max(abs(arr1))\n",
    "    arr2 = arr2/np.max(abs(arr2))\n",
    "    if _v1 != _v2:\n",
    "        print('vertical of cal_dhash_diff_rate(arr1, arr2) must be same')\n",
    "        return []\n",
    "    if _w1 == _w2:\n",
    "        _out = sum_sub_abs(arr1, arr2)\n",
    "        return _out\n",
    "    if _w1 > _w2:\n",
    "        _d = _w1 - _w2\n",
    "        t_val = np.zeros(_d+1)\n",
    "        for k in range(_d+1):\n",
    "            t_val[k] = sum_sub_abs(arr1[:, k:k+_w2], arr2[:, 0:_w2])\n",
    "        return np.min(t_val)\n",
    "    else:\n",
    "        _d = _w2 - _w1\n",
    "        t_val = np.zeros(_d+1)\n",
    "        for k in range(_d+1):\n",
    "            t_val[k] = sum_sub_abs(arr1[:, 0:_w1], arr2[:, k:k+_w1])\n",
    "        return np.min(t_val)  \n",
    "    \n",
    "abs_arr = np.zeros((12,12))\n",
    "abs_arr_2 = np.zeros((12,12))\n",
    "for i in range(12):\n",
    "    for j in range(12):\n",
    "        _wi = pars_pc['arr_0'][i]['_zoom_width']\n",
    "        _wj = pars_01['arr_0'][j]['_zoom_width']\n",
    "        abs_arr[i,j] = cal_abs_diff(pars_pc['arr_0'][i]['spec_zoom_out'][:,0:_wi//2],\n",
    "                                    pars_01['arr_0'][j]['spec_zoom_out'][:,0:_wj//2])\n",
    "        \n",
    "        abs_arr_2[i,j] = cal_abs_diff(pars_pc['arr_0'][i]['spec_zoom_out'][:,0:_wi],\n",
    "                                    pars_01['arr_0'][j]['spec_zoom_out'][:,0:_wj])\n",
    "                \n",
    "plt.imshow(abs_arr*10)\n",
    "plt.show()\n",
    "print(abs_arr*10)\n",
    "print(np.min(abs_arr*10))\n",
    "print(np.max(abs_arr*10))\n",
    "\n",
    "plt.imshow(abs_arr_2*10)\n",
    "plt.show()\n",
    "print(abs_arr_2*10)\n",
    "print(np.min(abs_arr_2*10))\n",
    "print(np.max(abs_arr_2*10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ITZFDqKRy4RQRX1e2C6HVSvs0NdC4RxQq59Halbu1rU/j2qx/T/3bkkfNVcmjYfWUG+ZcVIYcG+xc1Kx/YP9yt8052kZ0DgcAAEhE4QQAAJCIwgkAACARhRMAAEAiCicAAIBEFE4AAACJKJwAAAAS9f3DDHdsP1KbVp+66PGdWzYseqytPUbaGhdGC3mEpsghYPBYcQIAAEhE4QQAAJCIwgkAACARhRMAAEAiCicAAIBEFE4AAACJ+t6OoMyaC25c9NiJelPhbSdxK27Rz3ziFcXjNcpu27Oq8OcryqOilhfSeOZR2c80zrmCwSCHMKlYcQIAAEhE4QQAAJCIwgkAACARhRMAAEAiCicAAIBEFE4AAACJKJwAAAASDb2P08yuWxY9tml1yY039zYWtNfyu/YX9moqMo59mlDdju1HatPqU2vdtmieGqa6P88hTX6uSe0pB7DiBAAAkIjCCQAAIBGFEwAAQCIKJwAAgEQUTgAAAIkonAAAABL1vR3Byese0sxMUcuB+ttpm27FHUU7t2wYdggjhzyBJB04flo7L6w3LqWtUUZU3343tvTnbtugSVuLiTSGucCKEwAAQKLahZPtS2zfYPsdvQwIk4McQi+QR2iKHEIVtQon26+SNBURp0s6wfZJvQ0L444cQi+QR2iKHEJVdVecNkr6eH75aklndB60fZ7tWduzu+8/2CA8jLGNKsghaX4ePaIDg4wNo2OjEueig/v2Dzo2jIaNYi5CBXULp2lJ9+SXH5B0bOfBiNgaEesjYv2qY6aaxIfxVZhD0vw8WqrlAw0OIyN5LppaMT3w4DASmItQSd3CaZ+kI/LLKxrcDyYXOYReII/QFDmESuomyM2aW848RdIdPYkGk4QcQi+QR2iKHEIljojqN7KPknSdpM9LOkvShoh4cJHr7pb03Y5vPVnSfdVD7TviqqY7rmdExKrUG1fJofz6o5BHbYxJGp24KuWQxFw0YKMSF3NRhrjSVcqhWoWTJNleKemlkr4UEf9a4XazEbG+1oP2EXFV04u46uZQrx6/19oYkzT+cTEXDcY4xzVuc5FEXFVUjal25/CI2KO5nQhAZeQQeoE8QlPkEKrgJDgAAIBEwyictg7hMVMQVzXDjmvYj7+QNsYkEVdbH38xxFXNsOMa9uMvhrjSVYqp9jlOAAAAk4a36gAAABJROAEAACQaaOHUxk+gtr3E9p22r83/rW1BTMfavq7j61aMW2dcwxq3toxFJ3KoXlzDHLe2jEcn8qheXOTRHHKoXlxVx21ghVOLP4F6naTLI2Jj/u+2YQaT9xO5VNnnJ7Vm3Lrj0hDGrS1jsQByqEZcGtK4tWU8FkAe1YhL5FEncqhGXKo4boNccdqokk+gHpINks6xvS2vhGv3tuqRg5I2S9qbf71R7Ri37riGMW4b1Y6x6EYOpWlDDkntGY9u5FEa8mhx5FCaRjk0yMKp9BOoh+QmSWdGxGmSlko6e5jBRMTernb/rRi3BeIaxri1YiwWQA4laEkOSS0ZjwWQRwnIo0LkUIKmOTTIarStn0C9PSIO5JdnJbVhubUT4zaHsaiHcZuP8aiHcZuvjeNBDtVTadwGGXRbP4H6Mtun2J6SdK6kW4cdUBfGbQ5jUQ/jNh/jUQ/jNl8bx4McqqfSuA1yxelKSdfZXq38E6gH+NhFLpL0UUmWdFVEXDPkeLoxbnMYi3oYt/kYj3oYt/naOB7kUD2Vxm2gncPd4BOoJxnjNoexqIdxm4/xqIdxm4/xqG4cxoyPXAGAEWV7qbLt3T8adiwYbbaXRMSjw45jFLTlxKyRYfs3bb+z4+sjbN9o+5iO773c9s93fP0C2x/PL/+z7ZMHGzXayvbhtk+wfabtt9j+kO3D82O/afv9+eV32r7X9i0d//bZ/unh/gQYshcqO5l1UbZ/1/bzur73Bttn9TUyjJrbbL9gsYPk0RwKp+r+p6T1+V96knSepK9ExP0d13lE0ru7vj7k4a6vMWHyQvtfbH9D2cmSF0t6jaRjlG2LfVJ+1a9IerVtSzog6S8i4tRD/5S9YD48+J8ALfIUSV9f6EDeDXmJpN+WdHfX4bMk3f/4W2ES2T5O0tMlfXWBY+RRF96qS2D7bZLeqGwrZfeAHa7sxesxZT0qPhMRF9q+XNIfSPqSsmZbKyV9R9JPKUu+ZZLWRsRDA/kh0Bq290bEUYnX/ZKk1ypr1nahpO91HF4j6dSI2Nn7KNFWtq9UNo/sV9YHZ4nmeuNI2dwyLel9ynLmaEl3KnuBu1rZrqG1krYrm7cUEW1o3ogBsf1zkj6p7DXtoKQnKPuD7a6Oqx2mrGXAeyT93yKPfozCKZHtJyhbETgkIuK7HcfXSvph94tYXqm/RNIvRcR5tq+X9GsRcccAwkYL2f5hRBxRcHyppIMR8VjH996m7C/CD3dc9f+V9LqI+GbfgkWr2b5B0oUR8ZVFjv+esj/sbomI6/PvHSnpuoh47uAiRZvZ/oKk/xERly1ynDzqMOx27KPktcpWnW7Kv36NpKNsb5X0Nkm/Iulu289S9uLmiDguIh61PS3p+8MIGu2Sv+22PH+bbjHLJH3I9h9K2hcRz8i//0LNvY0nSd9StuqACWT76cpWnrYtcnyZspXK/yDpnyQ9x/aMpKdKOi7/I87KVqcujIjPDyRwtIrt50j6OUm/tMhx8qgLhVO6A5JulLQl//oV+f8vUvb23UFlqwRXSbrK9i7bL5P0p8oSapntlyib6D6Tryq8ISK+OMgfAkP3JEkPRMQzy65oe4ukb3d861PKlsS/mV/+hKTXKVtKx+R5s6TPdu+EyueWxyT9uqTVkv5S0k/a/vuI2GT7PZJujohPDjxitEr+jshWSZ+KiAcWuRp51IXCKV1IWi/pLfnXSzq+v9D7nY9FxNWSnm37LyV9MSKu4K26ifdUSffmu+G+Kqn7/KSfkPSree5I+bkDHa7M//2espPD/1sfY0VL2X6asrnonnz18jhl56v8QNmK5RuVfZjq/1K2GeVKZSf3StLLJJ1p+9BcdkNE/NEAw0d7vFfZ69oxXavglvQT+SkF5FEXdtVV8y1Jn87/HUy5QV7Rv0wSK0uQso8ZuFXZ+QKznbvk8p1yn9HCuy6nlK1WvVHSryl7kTxV2a4qTJD87d6tki6NiGfmq5f/qOxtkmdGxAn52yUHJD0q6QRJqyT9vu2VEfHciHiepNcrW0m4euFHwrhy5r9IeoOyDSevOJRLeT49V1n+SOTR41A4VfMUSc/O/x0au+X5vx/LJ7Ylzj735r2SvtrRIXWpWOmbZOcoe8u3aFdG57Gltg9Tdg7CW5StQH1L0svz/z/RpzjRXu9TtsPpwpLrXSDpI8rOz/yRstWCI2xfnK94fkrSmyLif/UxVrTTS5SdZnK6Hr/q3Y086sILeLolkrZFxAckyfbvS1JE/Lv86ylJkTfC/DtlL363KNu++Qcd93OppAdtL5e0LCJ+MLgfAcOU77x8pbJ8WCHpuba7mxf+O0l/k5+n8kFlf8ndoOxtvTM7drQ4v5/1tk+OiB0D+jEwRLY3SfpZSWd3fJr7giLiPZLeY/uJkr4QEV/O7+MfJf2DsvYoX+pzyGihfEXy85KUTSW6ynZnTzjn/8ijBbDilO4J0o+XOD8n6XOHDuRF1JnKdtw9X9L1EXGcshN3/z9Jf2b7W7bvl/ROSTsk/VDSzwuT5HvK2gfsUrbyeHNErO/8J+mzyjYTnKWsiFol6Y8lHSnpL2zfZ3ufsuXz25Xt4HzaEH4WDEFEzEh6gaQ3295p+xv5uSkvlfTf8q+/5azL/KH5ZZmyfDt0H59W9pbxtyX9zYB/BLTP4Vr4rbrlXdcjj3L0cRqwfGvnlLKi9YedvXowOfJz344q2MnCZ0eh72wfERE/HHYcGG2TlkcUTgAAAIl4qw4AACARhRMAAECivu+qm1oxHUuOPrrfD4Mhe/iuu++LiFX9un/yaPw9+sADOrhvv/t1/+TQZGAuQlNlc1FS4WT7WEmfjIgX5Ce1fltzHwXx1oi4bdEHOPporb7w/CoxYwTdcf7bvlt2HfIIRXa9/wOl1yGHUIa5CE2VzUWlhZPtlcp6D03n31on6fKIeHvj6DAxyCM0RQ6hF8gjNJVyjtNBZZ+MvDf/eoOkc2xvs31JXq0DZcgjNEUOoRfIIzRSWjhFxN6IeLDjWzcp62B8mrJmWGd338b2ebZnbc8e3Le/d9FiZJFHaIocQi+QR2iqzq667RFxb355VtJJ3VeIiK2HOiFPrZjuPgxI5BGaI4fQC+QRKqlTOF1m+5T8s9nOVfZJ70BV5BGaIofQC+QRKqnzXu5Fkj6q7AMAr4qIa4quvPyu/VpzwY2LHp/ZdUuNEDInXvGm2rctUxTzMO3csmHYIfRKpTxau3K3tm3+8KLHm+TC7QX3O6r6+bvRIj2di4p+t5rMB2W/s6Oaf2OUY5XyqMyoPp9Fxui57onkwikiNub/f13ZLgSgMvIITZFD6AXyCHXRORwAACARhRMAAEAiCicAAIBEFE4AAACJKJwAAAASDb21/KbVpy56rGwbbz+3CDfR1hYLo2zH9iMLc2WN6ufCpgvq52A/tx6X5UJR/peNxxi1teiZfrUgKb3fzfXvu+h3ou+2DO+hh6msNUoTw2qrUpZHTebXcZxrWHECAABIROEEAACQiMIJAAAgEYUTAABAIgonAACARBROAAAAiSicAAAAEvW9j9PJ6x7SzMzifY2a9K1o0h+itOdFg94qTZTFNal9ng4cP62dFy7+fPerB0+ZYfVdkZr2Cxu/3ipl2ppDQ+3FVGAc++8MQpPns1/96JoiF+ZjxQkAACARhRMAAEAiCicAAIBEFE4AAACJKJwAAAASUTgBAAAkonACAABI1Pc+Tv3UtA9OXWW9e5r0g6FfRj3DGrcmz/WJKs6jYeX3uFq7cre2FYxp2fNRpCgPynKzSQ416eUlTW5fuCZ2bD+ytb23ihTlYflcU5xnk5ZHrDgBAAAkonACAABIROEEAACQiMIJAAAgEYUTAABAIgonAACARH1vR3DbnlWFWxVHsaXAGtXfPlymbGsy7Qrapdl28GZbyRttid7S6KFHUtlc1EQ/fy+bthwo0mT+nbQt6IccOH5aOy8c/Dzc/LVyOHk0jnnCihMAAEAiCicAAIBESYWT7WNtX9fx9SW2b7D9jv6FhnFDHqEpcgi9QB6hidLCyfZKSZdKms6/fpWkqYg4XdIJtk/qb4gYB+QRmiKH0AvkEZpKWXE6KGmzpL351xslfTy/fLWkM7pvYPs827O2Zw/u29+LODH6yCM0RQ6hF8gjNFJaOEXE3oh4sONb05LuyS8/IOnYBW6zNSLWR8T6qRXTvYkUI408QlPkEHqBPEJTdU4O3yfpiPzyipr3AZBHaIocQi+QR6ikTh+nm5UtZd4o6RRJ3yy68vK79hf3JtpcI4Jck/4QZf2ShmWC+jRVyqO1K3drW80+JqPaR6RRn6bJMLAcaqIs/8p/5/vXfweSKuZRmWH1JsTg1CmcrpR0ne3Vks6SNDGv9Ogp8ghNkUPoBfIIlSQvSUbExvz/vcpOprtR0ou73isGCpFHaIocQi+QR6ir1keuRMQeze1CAGohj9AUOYReII9QBSfBAQAAJKJwAgAASEThBAAAkKjWOU691GTL9RrVbylQtgW4n+0KZnYVbS8u3no8qlvrh6lse/CwxrTscZvkN3qr7LkqyrFR3Z7OXNMuTXIQvcWKEwAAQCIKJwAAgEQUTgAAAIkonAAAABJROAEAACSicAIAAEhE4QQAAJBo6H2c+qWsT9MwH/vEK/jw7TYp6n9S1julrA9ZUS70s1cYemtUe+SU9goryMGyPmLDnGOHafld+4t/dzcPLpZeaZInpbbUv2lbseIEAACQiMIJAAAgEYUTAABAIgonAACARBROAAAAiSicAAAAElE4AQAAJBrbPk5Ne+T0s0dJk9gmtXfKsJT179l0QXEfp2H1aiJPHu+2PasK+9W0tVdTWa+wImW9mIqQQ+1SOhcNKU8mEStOAAAAiSicAAAAElE4AQAAJKJwAgAASEThBAAAkIjCCQAAIFHf2xGcvO4hzczc0u+HeZyibccpmmxNLnvsmV31xyKq+XEAABsrSURBVOPEK9gi3CZlz2XRFuF+bvcuy9+mvx9oh7IcarKFvayVxqS2Kzhw/LR2Xlj0s9ef35vMF01aCjR5TZImbz5hxQkAACBR5cLJ9hLbd9q+Nv+3th+BYbyRR+gF8ghNkUOoqs5bdeskXR4Rb+91MJgo5BF6gTxCU+QQKqnzVt0GSefY3mb7Ettj+7Et6CvyCL1AHqEpcgiV1CmcbpJ0ZkScJmmppLO7r2D7PNuztmd333+waYwYT+QReqEwjzpz6OC+/UMJEK1XaS4ij1CncNoeEffml2clndR9hYjYGhHrI2L9qmOmGgWIsUUeoRcK86gzh6ZWTA8+OoyCSnMReYQ6hdNltk+xPSXpXEm39jgmTAbyCL1AHqEpcgiV1Hkv9yJJH5VkSVdFxDW9Dak3mvRhGuXHHiEjkUdNFfdHGXx/szGUnEdrV+7Wtj79bhb1sSnrh1TWQ6efOURPOUkV56KyPGrU02jL4oea5hF6p3LhFBFfV7YLAaiNPEIvkEdoihxCVTTABAAASEThBAAAkIjCCQAAIBGFEwAAQCIKJwAAgEQUTgAAAIn4TB6MhB3bj9Sm1acuenznlvo9Zcr6oxQpe9y29vQqiqtRH5oJVfg8b+7f45Y9V/T+Gby+/c4PMY8wHytOAAAAiSicAAAAElE4AQAAJKJwAgAASEThBAAAkIjCCQAAINHQ2xEUbYMs29bZ5Lajim3k1ZXmQqNtvmznHhdF7S7KDGtbf5NWGlLxz9ykxQfap+i5XqP+ta0Yx9clVpwAAAASUTgBAAAkonACAABIROEEAACQiMIJAAAgEYUTAABAIgonAACARH3v47Rj+5G1+0dsuqC4r8rtu8azVxOqK+xn06hPU/+U9Q0aVm+gcXXbnlWFPWXKetkUKXouy57Hsj43Rbld1mupWT+7ZnFjdDDXVMOKEwAAQCIKJwAAgEQUTgAAAIkonAAAABJROAEAACSicAIAAEjU93YE/VS2nXsclW0/Hlcnr3tIMzOLb5ktyoVRzZOhxb1lOA/bb8vv2l/ctqJPyp7HJm0Qyn6espYukzqfNFHWYmcUNW0tUZiHYzifsOIEAACQqHbhZPsS2zfYfkcvA8LkIIfQC+QRmiKHUEWtwsn2qyRNRcTpkk6wfVJvw8K4I4fQC+QRmiKHUFXdFaeNkj6eX75a0hk9iQaTZKPIITS3UeQRmtkocggV1C2cpiXdk19+QNKxnQdtn2d71vbsIzrQJD6Mr8Ickubn0e77Dw40OIwM5iI0VWkuIo9Qt3DaJ+mI/PKK7vuJiK0RsT4i1i/V8ibxYXwV5pA0P49WHTM10OAwMpiL0FSluYg8Qt3C6WbNLWeeIumOnkSDSUIOoRfIIzRFDqESR0T1G9lHSbpO0uclnSVpQ0Q8uMh1d0v6bse3nizpvuqh9h1xVdMd1zMiYlXqjavkUH79UcijNsYkjU5clXJIYi4asFGJi7koQ1zpKuVQrcJJkmyvlPRSSV+KiH+tcLvZiFhf60H7iLiq6UVcdXOoV4/fa22MSRr/uJiLBmOc4xq3uUgiriqqxlS7c3hE7NHcTgSgMnIIvUAeoSlyCFXQORwAACDRMAqnrUN4zBTEVc2w4xr24y+kjTFJxNXWx18McVUz7LiG/fiLIa50lWKqfY4TAADApOGtOgAAgEQUTgAAAIkmvnCyvcT2nbavzf+tHXZMbWX7WNvX5ZcZtxxjkY4cWhzjkY48Whhjka5JDg20cLJ9ie0bbL9jkI9bYp2kyyNiY/7vtmEH1PmE5l8PfdzyPieXKvtcJ2lI49aGsVgAOZQWUytyKI9l6OOxAPIoLSbyaHHkUFpMjXJoYIWT7VdJmoqI0yWdYPukQT12iQ2SzrG9LX9Ca/e26oXuJ7RF43ZQ0mZJe/OvBz5uLRqLbuRQmqHnkNSq8ehGHqUhjxZHDqVplEODXHHaqLkGY1dr7rOBhu0mSWdGxGmSlko6e8jxdD+hG9WCcYuIvV0fQzCMcduoFozFAsihBC3JIakl47EA8igBeVSIHErQNIcGWThNS7onv/yApGMH+NhFtkfEvfnlWUlD/athgSeUcZvDWCQgh0oxHgnIo1JtHA9yqJ5K4zbIwmmfpCPyyysG/NhFLrN9iu0pSedKunXYAXVh3OYwFvUwbvMxHvUwbvO1cTzIoXoqjdsgg75Zc8typ0i6Y4CPXeQiSZdJukXSDRFxzZDj6ca4zWEs6mHc5mM86mHc5mvjeJBD9VQat4F1Drd9lKTrJH1e0lmSNnQt4aGD7WsjYiPjNoexqIYcWhjjUQ15tDDGI9245dBAP3IlP8P+pZK+FBH/OrAHHnGM2xzGoh7GbT7Gox7GbT7Go7pxGDM+qw4YMtsvlPSDiPjaAsdOkPQTEXHtwAMDMHFsL42IR2wfFhGPDTueNmrLiVkjwfa/2V5a43Zvsf2cfsSE0eHMAdu32N5n+0W2l0v6H8pOTrw+/3dWx81eLellto+3/TzbZ9l+s+0P2/6u7Z8bzk+DYbI9bfsFCdc71faTur73ZNvX9y86jLgv57n1ZdsrJPKo21CbY42ghyPiEUmyfbukH3QcO1rSXytr9vVqSY92HHutpJfb/nzH95ZK2hoR9/c3ZLRFRITtuyQ9T9L1kr4k6cOSLOl1kvZL+jtJnScm/qqkX1R28uLhkm6T9MuS/lTSRRGxa2A/ANrkyZKukLS65Hqvl7TH9j9LOl9ZX50pSc+y/bn8OsskbY6I3f0KFu2Sn2u0KSI+scDh/ZLulvQPkp6j7Jwk8qgDhVMC24cpe3FTR0fRA5KuknRoKfNUSQ9LekjSNyU90nEX71zgbpfm18dkeVTSyyV9WtmL3r2SXqysGVxI+g8dxfmLJD07InbYPiDp0oi41vZPS/rfFE2TyfYTlL1ofa/jeysl/aeOq90eER9UVlxtlfR+SduUzUvT+fd/Nb/ucmU9dTA5nihpq+2bJX1M0pEdx35C0oyy17ZfkbRe5NE8FE5pXqrsL/5VylYK/ruyiet/Kqu8pSzJnFfb/2D7tyT9R0l3dt3XsySdERH/exCBo5XOUNZw7R7bV0r6fUm7la1gXmz7s8p2nfwnLVxc75c0bduSlkXEgQHFjXa4TtkL3VNt3yLp6ZL+RNKZkt6mrKng6yV9UFkzv9Mj4iHb2yV9X9kpGicpW9l8grJc/OWB/xQYmoi4y/ZfKvujfklEPPvQMdt/K+lPI+KfO25CHnWgcEoQETOSZmzfrexF7zFJa5W9ZXLIEklf6Pj6oKSvK1uV6vQ7miu2MJneLel622uU5dOHlP3V9yuSLpH0SmWrUPcpK6gO+aDtB5W9UG7Mjy2R9LMDixxDFxGn5hsKzo+IV9n+G0l7JH0/Ij5n+yclvdr28yT9jLKVqSuVFeEblL3l++l8e/hGSW8cwo+B4ftTZU0oP2X7PEnnKVsRn5W0wvYrlOXPP4k8mofCKZHto5Ulypcl3Sjphcr+8l+uLNkOSnqx7SMj4pOSPqeFm3v9nuZazmMCRcT3bd+mbII6UdIfKeum+2RJP6es4H6DpKM0v4PtW/O36l4v6RkR8Z8HGzla5Cmae6vuicpWALodpmz16TeVveA9KOlaZSvnT81P7D1C0j8vcFuMufz82vttL4uIrcreipPtP1CWNy9RthhAHnWhcEpg+3XKlr2nJf1CROyxfXhE/Chf1vzrzu3itndJ+nbJfZ4YEcf1M260U/7X3UuUrUbORMRrbW+Q9KaI+D87rnp/9m7cvNseqazgmoglcSzqpyTtyC8fpQUKp4j4qu3vSXpZ/vXpttdJ+oSyDsk3SXrfqPbSQTO2n65sQ9My2xdI+i1Jx0n6NWUr3uslvSUiDpJH89GOIM29ynY9fS8i9uTfu9H2kw9dwfZUR6uCR5S9lfI7ylaeOv/9Tn6M81Im1y3Kzkd5oqT32p5V1pLgHNuztm/taklwyFplfwHukHSS7VW2V+ctDTBZXqjsJF0py6PS7su2T5L0UWVzWSjLw+ttn9avINFqb1P2R9gyZa9H75L0NWW7ff8vSRdHxONOKyGPWHFKcuhza2x/KP//OElPi4j78hWBDyp72+5jkj6gLJkkaY2yJcy/yr8+X9KzJXFi+OSaiohDL3i3KWtHoM4VJ9vLNHce3GH5rs7Vkk5T9lbx0yT9maQtkr4l6d+UnSeFCWD7aZLWSfpq/q0FV5y6bnOash1Qr1dWeE9FxN/a/o6k/2z7LJodTg7bz5V0jrLzkk5TNt+8XdJKZZ8hNy3pO7aP0NzOcfIoR+FUzaEVut9V1s/wXcoS7a1dnZ0Pvb/yA2XnrHQ2KfysWOmbSPkuuMV+55bn/xQRD3d9f5mk9yn7gMxnK9sJc2jCe5OyVhiYHO9TVigfbvsYZSf4Pippg+1Du51uygvu1ynrG/bryv5wu1XZH3afze/rK5I2SzpG8zciYLytVHZu5dmSvhARFyvb0btW0qeU5c17lfUlPE5Zmx3yKMdHriTIX/C+KOmpkv5Q2W6E50s6V9mS5tOUTVxPkPQbkv5c2cdkPLrAfR2urGfPPRHx6oH8AADGgu31kj6pbFXgOZL+RtnbJhdLujwizrC9StkpATcra8b7BkkvkvQaZW/3HqOsncrh+T9L+o2IuGKwPw2Gyfa0pNslrY+Iu20/RVm7nV+PiBts/7ak9yj7Q22DyKMfo3BKlL+ve6eyv/6fFBF3NbivZV2rCgCQxPaKiNiXeF0HkzwWYfuoiNjb8fXyzr5wzj+vjjyaj8IJAAAgEefaAAAAJOr7yeFTK6ZjydFH9/thMGQP33X3fRGxql/3Tx6Nv0cfeEAH9+13+TXrIYcmA3MRmiqbi/peOC05+mitvvD8fj8MhuyO89/23X7eP3k0/na9/wN9vX9yaDIwF6Gpsrko6a0628favi6/vMT2nbavzf+t7UGcmADkEZoih9AL5BGaKF1xsr1SWS+H6fxb65Rte317PwPDeCGP0BQ5hF4gj9BUyorTQWWNrQ5tWdyg7KMhttm+xPbjii/b5+UfHTF7cN/+HoaLEUYeoSlyCL1AHqGR0sIpIvZGROfnIN0k6cyIOE3SUmWdR7tvszUi1kfE+qkV092HMYHIIzRFDqEXyCM0Vefk8O0dDbJmJZ3Uw3gwOcgjNEUOoRfII1RSp4/TZbZPsT2l7CNHbu1xTJgM5BGaIofQC+QRKqmz4nSRss9GsqSrIuKaoisvv2u/1lxwY53YSu3csqH2bW/f/OHC4yde8abat920uv5nrjb5mUZMpTxau3K3tpWM+2KG+Xz0K/fLTEgeVcqhMmW/15OmaA4cMz19TZvZdUvtQIrGvGwuafK4wzSKeZZcOEXExvz/ryvbhQBURh6hKXIIvUAeoS4+cgUAACARhRMAAEAiCicAAIBEFE4AAACJKJwAAAAS1WlHUMmB46e188LFt0YXbQEu26bYZPtw2X0Xbf3cdEH97e2oZ8f2Ixu1FahrWO0EUkxIy4GeKdtGfqLqbwUvUvY8DWsek8ihfmjSUmCN2jnf9HXu3dK/u+4XVpwAAAASUTgBAAAkonACAABIROEEAACQiMIJAAAgEYUTAABAIgonAACARH3v47R25W5tq9mnpEl/k34q631C75Tx0c8ePM3dsuiRsv4+k6isp1y/enaV3u/m4sNFPXTa2vdnnJXl0bAMo89dinF8vWPFCQAAIBGFEwAAQCIKJwAAgEQUTgAAAIkonAAAABJROAEAACSicAIAAEjU9z5OO7Yf2c7+EluKDxf1nqBP0+CdvO4hzcws3reof/r3mGW9lhr1FSrJ70m0/K79hWM6s6v+c91kjmvl/IhFNelNWNazq4lh5tGkveax4gQAAJCIwgkAACARhRMAAEAiCicAAIBEFE4AAACJKJwAAAAS9b0dwbA03R55e8F20xNVvI286LZS+TZ0jI4mLQXWqEG7AVTWz5YWTVoZNMmhSdsG3gZlLXaa5MKwNI35xCsmKw9ZcQIAAEiUVDjZPtb2dR1fX2L7Btvv6F9oGDfkEZoih9AL5BGaKC2cbK+UdKmk6fzrV0maiojTJZ1g+6T+hohxQB6hKXIIvUAeoamUFaeDyhrF782/3ijp4/nlqyWd0X0D2+fZnrU9+4gO9CJOjL5GebT7/oMDCRKtRg6hF3hNQyOlhVNE7I2IBzu+NS3pnvzyA5KOXeA2WyNifUSsX6rlvYkUI61pHq06ZmoQYaLFyCH0Aq9paKrOyeH7JB2RX15R8z4A8ghNkUPoBfIIldRJkJs1t5R5iqQ7ehYNJgl5hKbIIfQCeYRK6vRxulLSdbZXSzpLUisbOJT1UhrmfRf2iJqcHk8jkUdNeuz0Gz18RiOHinr+SOX9vIp77DTtvzMx802RnuZR0Zj283Wpn/2jyJP5klecImJj/v9eZSfT3SjpxV3vFQOFyCM0RQ6hF8gj1FWrc3hE7NHcLgSgFvIITZFD6AXyCFVwEhwAAEAiCicAAIBEFE4AAACJKJwAAAAS1To5fBSUbQHu59bNJsq2q07qttDb9qwayjbf0udDk/l8jKId248snBf6NSe0da5BfxS1KNl0QfHrUpGyPCp7bWgyRza57Ti+ZrHiBAAAkIjCCQAAIBGFEwAAQCIKJwAAgEQUTgAAAIkonAAAABJROAEAACTqex+nA8dPa+eFGxY9XtTzop/62fMCvbf8rv3FubJ5cLF0atJ3q2nu79yy+O8VkKIof8ex/84oK+tNuEbF80lRD6l+9hobx96ErDgBAAAkonACAABIROEEAACQiMIJAAAgEYUTAABAIgonAACARBROAAAAifrex6lMv3rRlPXIKTt+ohbvLUGPp/Yp6nFS1qOkqI9IP5/rstwv739CH6deKsqhps9V3cct08/+O5gcZTlIns3HihMAAEAiCicAAIBEFE4AAACJKJwAAAASUTgBAAAkonACAABI1Pd2BGtX7ta2IWzfL2onIDVrV7DpguKtm022LhdtjZ9kJ697SDMzi2+JLdpO22RMm2wVl6Tbd9V/rsmF3jpw/LR2Xrj472bR73zZfFE2J2B8lOVRkWG2smk6l/XLKL4eVl5xsr3E9p22r83/re1HYBhv5BF6gTxCU+QQqqqz4rRO0uUR8fZeB4OJQh6hF8gjNEUOoZI65zhtkHSO7W22L7E99O7jGEnkEXqBPEJT5BAqqVM43STpzIg4TdJSSWd3X8H2ebZnbc/uvv9g0xgxnsgj9EJhHnXm0MF9+4cSIFqv0lxEHqFO4bQ9Iu7NL89KOqn7ChGxNSLWR8T6VcdMNQoQY4s8Qi8U5lFnDk2tmB58dBgFleYi8gh1CqfLbJ9ie0rSuZJu7XFMmAzkEXqBPEJT5BAqqfNe7kWSPirJkq6KiGt6GxImBHmEXiCP0BQ5hEoqF04R8XVluxBarbRfxuZ+Pvri/YbKlMXd1r4WVfU6j2Z2FY15/eejn3nSz54u45InZarkUWlPub7OCWirqnPRsHoTNlU8R6IKOocDAAAkonACAABIROEEAACQiMIJAAAgEYUTAABAIgonAACARBROAAAAifr+YYY7th+pTatPXfQ4vSXQb2U9jfrZTwmjoyhP1lxwY+Fti+axovkvRZM5stFjb6l/UwxeP+e5svsu+v3YuWVD4W1Hcf5lxQkAACARhRMAAEAiCicAAIBEFE4AAACJKJwAAAASUTgBAAAk6ns7gpPXPaSZmdFrOdB0C3HfsEV4QUXP1xoVbyXX5h4H0wJlW3zLthePo9v2rGrUcqBIP+eLopjLnucmrQxOvKJ4GznapZ/b+kvvu3AOHb3X/zKsOAEAACSicAIAAEhE4QQAAJCIwgkAACARhRMAAEAiCicAAIBEFE4AAACJ+t7HCY9Hb5Xe27ll8XHpZ38TQGr2O11u/PrgjLOinl5F85TU37mqST8wzMeKEwAAQCIKJwAAgEQUTgAAAIkonAAAABJROAEAACSicAIAAEg09HYERVs3x1Wjn3lL7+IYJTu2H1k4bmt046LHNl0weTlWtu15Ei2/a7/WXLB4njQxlvPYhM41ZcrmoiJl+dfPuer2XYu3HGht/rY0B1lxAgAASFS7cLJ9ie0bbL+jlwFhcpBD6AXyCE2RQ6iiVuFk+1WSpiLidEkn2D6pt2Fh3JFD6AXyCE2RQ6iq7orTRkkfzy9fLemMzoO2z7M9a3t29/0HG4SHMbZRBTkkzc+jR3RgkLFhdGxU4lxEDmERG8VchArqFk7Tku7JLz8g6djOgxGxNSLWR8T6VcdMNYkP46swh6T5ebRUywcaHEZG8lxEDmERzEWopG7htE/SEfnlFQ3uB5OLHEIvkEdoihxCJXUT5GbNLWeeIumOnkSDSUIOoRfIIzRFDqESR0T1G9lHSbpO0uclnSVpQ0Q8uMh1d0v6bse3nizpvuqh9h1xVdMd1zMiYlXqjavkUH79UcijNsYkjU5clXJIYi4asFGJi7koQ1zpKuVQrcJJkmyvlPRSSV+KiH+tcLvZiFhf60H7iLiq6UVcdXOoV4/fa22MSRr/uJiLBmOc4xq3uUgiriqqxlS7c3hE7NHcTgSgMnIIvUAeoSlyCFVwEhwAAECiYRROW4fwmCmIq5phxzXsx19IG2OSiKutj78Y4qpm2HEN+/EXQ1zpKsVU+xwnAACAScNbdQAAAIkonAAAABINtHBq4ydQ215i+07b1+b/1rYgpmNtX9fxdSvGrTOuYY1bW8aiEzlUL65hjltbxqMTeVQvLvJoDjlUL66q4zawwqnFn0C9TtLlEbEx/3fbMIPJ+4lcquzzk1ozbt1xaQjj1paxWAA5VCMuDWnc2jIeCyCPasQl8qgTOVQjLlUct0GuOG1UySdQD8kGSefY3pZXwrV7W/XIQUmbJe3Nv96odoxbd1zDGLeNasdYdCOH0rQhh6T2jEc38igNebQ4cihNoxwaZOFU+gnUQ3KTpDMj4jRJSyWdPcxgImJvV7v/VozbAnENY9xaMRYLIIcStCSHpJaMxwLIowTkUSFyKEHTHBpkNdrWT6DeHhEH8suzktqw3NqJcZvDWNTDuM3HeNTDuM3XxvEgh+qpNG6DDLqtn0B9me1TbE9JOlfSrcMOqAvjNoexqIdxm4/xqIdxm6+N40EO1VNp3Aa54nSlpOtsr1b+CdQDfOwiF0n6qCRLuioirhlyPN0YtzmMRT2M23yMRz2M23xtHA9yqJ5K4zbQzuFu8AnUk4xxm8NY1MO4zcd41MO4zcd4VDcOY8ZHrgAAACRqy4lZAAAArUfhBAAAkIjCCQAAIBGFEwAAQCIKJwAAgET/Pz46p2+e8VrlAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x576 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,8))\n",
    "for i in range(3):\n",
    "    for j in range(4):\n",
    "        plt.subplot(3,4,i*4 + j+1)\n",
    "        plt.imshow(pars_pc['arr_0'][i*4 + j]['spec_dhash'], \n",
    "                  origin='lower')\n",
    "        plt.title(pars_pc['arr_0'][i*4 + j]['word'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,8))\n",
    "for i in range(3):\n",
    "    for j in range(4):\n",
    "        plt.subplot(3,4,i*4 + j+1)\n",
    "        plt.imshow(pars_01['arr_0'][i*4 + j]['spec_dhash'], \n",
    "                  origin='lower')\n",
    "        plt.title(pars_01['arr_0'][i*4 + j]['word'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0.24 0.4  0.66 0.66 0.56 0.82 0.82 0.84 0.77 0.72 0.91 0.64]\n",
      " [0.44 0.39 0.64 0.57 0.57 0.68 0.75 0.72 0.77 0.65 0.78 0.62]\n",
      " [0.61 0.64 0.38 0.6  0.68 0.64 0.62 0.62 0.59 0.54 0.67 0.51]\n",
      " [0.51 0.47 0.53 0.36 0.54 0.66 0.72 0.65 0.68 0.62 0.76 0.55]\n",
      " [0.51 0.52 0.72 0.64 0.34 0.8  0.83 0.81 0.66 0.49 0.89 0.62]\n",
      " [0.6  0.56 0.67 0.69 0.58 0.29 0.58 0.71 0.74 0.64 0.79 0.62]\n",
      " [0.85 0.73 0.72 0.71 0.69 0.58 0.28 0.4  0.74 0.64 0.62 0.67]\n",
      " [0.81 0.69 0.66 0.63 0.69 0.54 0.44 0.28 0.64 0.62 0.61 0.63]\n",
      " [0.69 0.78 0.37 0.53 0.72 0.74 0.62 0.64 0.38 0.61 0.62 0.61]\n",
      " [0.66 0.61 0.74 0.66 0.57 0.72 0.81 0.81 0.66 0.32 0.74 0.76]\n",
      " [0.83 0.76 0.74 0.71 0.76 0.64 0.62 0.62 0.7  0.61 0.33 0.54]\n",
      " [0.73 0.68 0.54 0.65 0.65 0.66 0.62 0.61 0.6  0.52 0.56 0.26]]\n"
     ]
    }
   ],
   "source": [
    "def subtract_dhash(arr1, arr2):\n",
    "    arr = arr1*arr2\n",
    "    _v, _w = arr.shape\n",
    "    arr = np.where(arr < 0, 1, 0)\n",
    "    _sum = np.sum(arr*10)/(_v*_w)\n",
    "    return _sum\n",
    "\n",
    "def sub_abs_dhash(arr1, arr2):\n",
    "    arr = arr1 - arr2\n",
    "    _v, _w = arr.shape\n",
    "    _sum = np.sum(abs(arr))/(_v*_w)\n",
    "    return _sum\n",
    "\n",
    "def cal_dhash_diff_rate(arr1, arr2):\n",
    "    _v1, _w1 = arr1.shape\n",
    "    _v2, _w2 = arr2.shape\n",
    "    if _v1 != _v2:\n",
    "        print('vertical of cal_dhash_diff_rate(arr1, arr2) must be same')\n",
    "        return []\n",
    "    if _w1 == _w2:\n",
    "        _out = sub_abs_dhash(arr1, arr2)\n",
    "        return _out\n",
    "    if _w1 > _w2:\n",
    "        _d = _w1 - _w2\n",
    "        t_val = np.zeros(_d+1)\n",
    "        for k in range(_d+1):\n",
    "            t_val[k] = sub_abs_dhash(arr1[:, k:k+_w2], arr2[:, 0:_w2])\n",
    "        return np.min(t_val)\n",
    "    else:\n",
    "        _d = _w2 - _w1\n",
    "        t_val = np.zeros(_d+1)\n",
    "        for k in range(_d+1):\n",
    "            t_val[k] = sub_abs_dhash(arr1[:, 0:_w1], arr2[:, k:k+_w1])\n",
    "        return np.min(t_val)  \n",
    "\n",
    "simi_arr = np.zeros((12,12))\n",
    "for i in range(12):\n",
    "    for j in range(12):\n",
    "        _wi = pars_pc['arr_0'][i]['_zoom_width']\n",
    "        _wj = pars_01['arr_0'][j]['_zoom_width']\n",
    "        simi_arr[i,j] = cal_dhash_diff_rate(pars_pc['arr_0'][i]['spec_dhash'][:,0:_wi],\n",
    "                                           pars_01['arr_0'][j]['spec_dhash'][:,0:_wj])\n",
    "                \n",
    "plt.imshow(simi_arr)\n",
    "plt.show()\n",
    "\n",
    "print(simi_arr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
